Mj. Hilmer, A comparison of alternative specifications of the college attendance equation with an extension to two-stage selectivity-correction models, ECON ED REV, 20(3), 2001, pp. 263-278
This paper estimates a college attendance equation for a common set of stud
ents using three popular econometric specifications: the multinomial logit,
the ordered probit, and the bivariate probit. The results suggest that whi
le the multinomial logit is rejected as an appropriate specification, the e
stimated marginal effects generally are not statistically different across
the three specifications. Extending the analysis to two-stage corrections f
or selection bias suggests that the biggest potential for cross-specificati
on differences occur in the estimated significance of the second-stage coef
ficients and the predicted outcomes based on those estimates. This suggests
that for such applications it is likely important to carefully consider th
e choice of specification of the first-stage attendance equation. (C) 2001
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